Break It Down: A Question Understanding Benchmark

31 January 2020

Papers citing "Break It Down: A Question Understanding Benchmark"

50 / 54 papers shown

Title
CoT-RAG: Integrating Chain of Thought and Retrieval-Augmented Generation to Enhance Reasoning in Large Language Models Feiyang Li Peng Fang Zhan Shi Arijit Khan Fang Wang Dan Feng Weihao Wang Xin Zhang Yongjian Cui ReLM LRM 53 1 0 18 Apr 2025
Problem-Solving Logic Guided Curriculum In-Context Learning for LLMs Complex Reasoning Xuetao Ma Wenbin Jiang Hua Huang LRM 73 1 0 21 Feb 2025
Textualized Agent-Style Reasoning for Complex Tasks by Multiple Round LLM Generation Chen Liang Zhifan Feng Zihe Liu Wenbin Jiang Jinan Xu Yufeng Chen Yong Wang LLMAG LRM 33 1 0 19 Sep 2024
BIRD: A Trustworthy Bayesian Inference Framework for Large Language Models Yu Feng Ben Zhou Weidong Lin Dan Roth 78 5 0 18 Apr 2024
In-context Learning with Retrieved Demonstrations for Language Models: A Survey an Luo Xin Xu Yue Liu Panupong Pasupat Mehran Kazemi RALM 38 55 0 21 Jan 2024
Making Retrieval-Augmented Language Models Robust to Irrelevant Context Ori Yoran Tomer Wolfson Ori Ram Jonathan Berant RALM LRM 29 189 0 02 Oct 2023
Teaching Smaller Language Models To Generalise To Unseen Compositional Questions Tim Hartill N. Tan Michael Witbrock Patricia J. Riddle ReLM KELM LRM 36 2 0 02 Aug 2023
Reasoning over Hierarchical Question Decomposition Tree for Explainable Question Answering Jiajie Zhang S. Cao Tingjia Zhang Xin Lv Jiaxin Shi Qingwen Tian Juanzi Li Lei Hou 45 11 0 24 May 2023
Coverage-based Example Selection for In-Context Learning Shivanshu Gupta Matt Gardner Sameer Singh 41 40 0 24 May 2023
Towards Graph-hop Retrieval and Reasoning in Complex Question Answering over Textual Database Minjun Zhu Yixuan Weng Shizhu He Kang Liu Jun Zhao RALM LRM 38 1 0 23 May 2023
Prompting with Pseudo-Code Instructions Mayank Mishra Prince Kumar Riyaz Ahmad Bhat V. Rudramurthy Danish Contractor Srikanth G. Tamilselvam 50 13 0 19 May 2023
Unified Demonstration Retriever for In-Context Learning Xiaonan Li Kai Lv Hang Yan Tianya Lin Wei-wei Zhu Yuan Ni Guotong Xie Xiaoling Wang Xipeng Qiu RALM VPVLM 29 121 0 07 May 2023
Datamator: An Intelligent Authoring Tool for Creating Datamations via Data Query Decomposition Yi Guo Nana Cao Ligan Cai Yanqiu Wu Daniel Weiskopf Danqing Shi Qing Chen 33 1 0 06 Apr 2023
Natural Language Reasoning, A Survey Fei Yu Hongbo Zhang Prayag Tiwari Benyou Wang ReLM LRM 54 54 0 26 Mar 2023
Generate, Transform, Answer: Question Specific Tool Synthesis for Tabular Data Carlos Gemmell Jeffrey Stephen Dalton LMTD 32 13 0 17 Mar 2023
Learning to Initialize: Can Meta Learning Improve Cross-task Generalization in Prompt Tuning? Chengwei Qin Q. Li Ruochen Zhao Chenyu You VLM LRM 28 15 0 16 Feb 2023
Analyzing the Effectiveness of the Underlying Reasoning Tasks in Multi-hop Question Answering Xanh Ho A. Nguyen Saku Sugawara Akiko Aizawa LRM 51 7 0 12 Feb 2023
Semantic Operator Prediction and Applications Farshad Noravesh VLM 25 1 0 01 Jan 2023
Complex Reading Comprehension Through Question Decomposition Xiao-Yu Guo Yuan-Fang Li Gholamreza Haffari ReLM 27 8 0 07 Nov 2022
Learning to Decompose: Hypothetical Question Decomposition Based on Comparable Texts Ben Zhou Kyle Richardson Xiaodong Yu Dan Roth ReLM 50 19 0 30 Oct 2022
Task-Aware Specialization for Efficient and Robust Dense Retrieval for Open-Domain Question Answering Hao Cheng Hao Fang Xiaodong Liu Jianfeng Gao RALM 41 5 0 11 Oct 2022
Understanding and Improving Zero-shot Multi-hop Reasoning in Generative Question Answering Zhengbao Jiang Jun Araki Haibo Ding Graham Neubig LRM 35 10 0 09 Oct 2022
Measuring and Narrowing the Compositionality Gap in Language Models Ofir Press Muru Zhang Sewon Min Ludwig Schmidt Noah A. Smith M. Lewis ReLM KELM LRM 62 565 0 07 Oct 2022
Binding Language Models in Symbolic Languages Zhoujun Cheng Tianbao Xie Peng Shi Chengzu Li Rahul Nadkarni ... Dragomir R. Radev Mari Ostendorf Luke Zettlemoyer Noah A. Smith Tao Yu LMTD 137 200 0 06 Oct 2022
Decomposed Prompting: A Modular Approach for Solving Complex Tasks Tushar Khot H. Trivedi Matthew Finlayson Yao Fu Kyle Richardson Peter Clark Ashish Sabharwal ReLM LRM 70 422 0 05 Oct 2022
A Survey on Measuring and Mitigating Reasoning Shortcuts in Machine Reading Comprehension Xanh Ho Johannes Mario Meissner Saku Sugawara Akiko Aizawa OffRL 45 4 0 05 Sep 2022
QA Is the New KR: Question-Answer Pairs as Knowledge Bases Wenhu Chen William W. Cohen Michiel de Jong Nitish Gupta Alessandro Presta Pat Verga John Wieting 34 7 0 01 Jul 2022
Eliciting and Understanding Cross-Task Skills with Task-Level Mixture-of-Experts Qinyuan Ye Juan Zha Xiang Ren MoE 23 12 0 25 May 2022
Is a Question Decomposition Unit All We Need? Pruthvi H. Patel Swaroop Mishra Mihir Parmar Chitta Baral ReLM 158 51 0 25 May 2022
Table Retrieval May Not Necessitate Table-specific Model Design Zhiruo Wang Zhengbao Jiang Eric Nyberg Graham Neubig LMTD 31 16 0 19 May 2022
Addressing Resource and Privacy Constraints in Semantic Parsing Through Data Augmentation Kevin Yang Olivia Deng Charles C. Chen Richard Shin Subhro Roy Benjamin Van Durme 56 10 0 18 May 2022
Measuring Compositional Consistency for Video Question Answering Mona Gandhi Mustafa Omer Gul Eva Prakash Madeleine Grunde-McLaughlin Ranjay Krishna Maneesh Agrawala CoGe 40 15 0 14 Apr 2022
Reasoning over Public and Private Data in Retrieval-Based Systems Simran Arora Patrick Lewis Angela Fan Jacob Kahn Christopher Ré 33 23 0 14 Mar 2022
GraphWorld: Fake Graphs Bring Real Insights for GNNs John Palowitch Anton Tsitsulin Brandon Mayer Bryan Perozzi GNN 201 68 0 28 Feb 2022
Reasoning Like Program Executors Xinyu Pi Qian Liu Bei Chen Morteza Ziyadi Zeqi Lin Qiang Fu Yan Gao Jian-Guang Lou Weizhu Chen ReLM LRM 253 52 0 27 Jan 2022
Towards Collaborative Question Answering: A Preliminary Study Xiangkun Hu Hang Yan Qipeng Guo Xipeng Qiu Weinan Zhang Zheng Zhang 25 0 0 24 Jan 2022
Learning To Retrieve Prompts for In-Context Learning Ohad Rubin Jonathan Herzig Jonathan Berant VPVLM RALM 14 667 0 16 Dec 2021
Learning to Transpile AMR into SPARQL Mihaela A. Bornea Ramón Fernández Astudillo Tahira Naseem Nandana Mihindukulasooriya Ibrahim Abdelaziz Pavan Kapanipathi Radu Florian Salim Roukos 39 6 0 15 Dec 2021
Hey AI, Can You Solve Complex Tasks by Talking to Agents? Tushar Khot Kyle Richardson Daniel Khashabi Ashish Sabharwal RALM LRM 22 14 0 16 Oct 2021
Exploring Decomposition for Table-based Fact Verification Xiaoyu Yang Xiao-Dan Zhu ReLM 56 22 0 22 Sep 2021
SPARQLing Database Queries from Intermediate Question Decompositions Irina Saparina A. Osokin 26 14 0 13 Sep 2021
MuSiQue: Multihop Questions via Single-hop Question Composition H. Trivedi Niranjan Balasubramanian Tushar Khot Ashish Sabharwal LRM 32 232 0 02 Aug 2021
Weakly Supervised Pre-Training for Multi-Hop Retriever Yeon Seonwoo Sang-Woo Lee Ji-Hoon Kim Jung-Woo Ha Alice Oh RALM 16 8 0 18 Jun 2021
Factoring Statutory Reasoning as Language Understanding Challenges Nils Holzenberger Benjamin Van Durme ELM AILaw LRM 26 23 0 17 May 2021
CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP Qinyuan Ye Bill Yuchen Lin Xiang Ren 228 180 0 18 Apr 2021
Case-based Reasoning for Natural Language Queries over Knowledge Bases Rajarshi Das Manzil Zaheer Dung Ngoc Thai Ameya Godbole Ethan Perez Jay Yoon Lee Lizhen Tan L. Polymenakos Andrew McCallum 36 163 0 18 Apr 2021
Question Decomposition with Dependency Graphs Matan Hasson Jonathan Berant GNN 42 9 0 17 Apr 2021
Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning Strategies Mor Geva Daniel Khashabi Elad Segal Tushar Khot Dan Roth Jonathan Berant RALM 259 682 0 06 Jan 2021
HopRetriever: Retrieve Hops over Wikipedia to Answer Complex Questions Shaobo Li Xiaoguang Li Lifeng Shang Xin Jiang Qun Liu Chengjie Sun Zhenzhou Ji Bingquan Liu RALM 37 31 0 31 Dec 2020
Unsupervised Multi-hop Question Answering by Question Generation Liangming Pan Wenhu Chen Wenhan Xiong Min-Yen Kan William Yang Wang 37 59 0 23 Oct 2020